Artificial Intelligence and Heuristics for Enhanced Food Security: International Series in Operations Research & Management Science, cartea 331
Autor Chandrasekar Vuppalapatien Limba Engleză Hardback – 17 sep 2022
The book also proposes certain macroeconomic pricing models, which data-mine macroeconomic signals and the influence of global economic trends on small-farm sustainability to provide actionable insights to farmers, helping them avoid financial disasters due to recurrent economic crises.
The book is intended to equip current and future software engineering teams and operations research experts with the skills and tools they need in order to fully utilize advanced data science, artificial intelligence, heuristics, and economic models to develop software capabilities that help to achieve sustained food security for future generations.
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Specificații
ISBN-13: 9783031087424
ISBN-10: 3031087429
Pagini: 891
Ilustrații: XXX, 891 p. 1 illus.
Dimensiuni: 155 x 235 mm
Greutate: 1.46 kg
Ediția:1st ed. 2022
Editura: Springer International Publishing
Colecția Springer
Seria International Series in Operations Research & Management Science
Locul publicării:Cham, Switzerland
ISBN-10: 3031087429
Pagini: 891
Ilustrații: XXX, 891 p. 1 illus.
Dimensiuni: 155 x 235 mm
Greutate: 1.46 kg
Ediția:1st ed. 2022
Editura: Springer International Publishing
Colecția Springer
Seria International Series in Operations Research & Management Science
Locul publicării:Cham, Switzerland
Cuprins
Part 1: Introduction to Artificial Intelligence and Heuristics.- 1. Introduction.- 2. Heuristics.- 3. Data Engineering Techniques for Machine Learning and Heuristics.- Part 2: Food Security Machine Learning and Heuristics Models.- 4. Food Security.- 5. Food Security – Quality and Safety Drivers.- 6. ML Models - Food Security and Climate Change.- Part 3: Linkage Models.- 7. Food Security and Advanced Imaging Radiometer ML Models.- 8. Composite Models - Food Security and Natural Resources.- 9. Linkage Models: Economic Key Drivers and Agricultural Production.- 10. Heuristics and Agricultural Production Modeling- Part IV: Conclusion.- 11. Future.
Notă biografică
Chandrasekar Vuppalapati is a seasoned Software IT Executive with diverse experience in software technologies, enterprise software architectures, cloud computing, big data business analytics, internet of things (IoT), and software product and program management. He has held engineering and product leadership positions at Microsoft, GE Healthcare, Cisco Systems, St. Jude Medical, and Lucent Technologies. Chandrasekar has an MS in software engineering from San Jose State University (USA) and an MBA from Santa Clara University (USA) and currently teaches software engineering, large-scale analytics, data science, mobile computing, cloud technologies, and web and data mining at San Jose State University (USA).
Textul de pe ultima copertă
This book introduces readers to advanced data science techniques for signal mining in connection with agriculture. It shows how to apply heuristic modeling to improve farm-level efficiency, and how to use sensors and data intelligence to provide closed-loop feedback, while also providing recommendation techniques that yield actionable insights.
The book also proposes certain macroeconomic pricing models, which data-mine macroeconomic signals and the influence of global economic trends on small-farm sustainability to provide actionable insights to farmers, helping them avoid financial disasters due to recurrent economic crises.
The book is intended to equip current and future software engineering teams and operations research experts with the skills and tools they need in order to fully utilize advanced data science, artificial intelligence, heuristics, and economic models to develop software capabilities that help to achieve sustained food security for future generations.
The book also proposes certain macroeconomic pricing models, which data-mine macroeconomic signals and the influence of global economic trends on small-farm sustainability to provide actionable insights to farmers, helping them avoid financial disasters due to recurrent economic crises.
The book is intended to equip current and future software engineering teams and operations research experts with the skills and tools they need in order to fully utilize advanced data science, artificial intelligence, heuristics, and economic models to develop software capabilities that help to achieve sustained food security for future generations.
Caracteristici
Presents heuristics and mathematical optimization techniques to address supply-chain and food production issues Introduces machine learning, artificial intelligence, and data science techniques Proposes macroeconomic and agricultural economics data science techniques to ensure small farms' economic sustainability